GB2587765B - Auto tuner for cloud micro services embeddings - Google Patents
Auto tuner for cloud micro services embeddings Download PDFInfo
- Publication number
- GB2587765B GB2587765B GB2101375.0A GB202101375A GB2587765B GB 2587765 B GB2587765 B GB 2587765B GB 202101375 A GB202101375 A GB 202101375A GB 2587765 B GB2587765 B GB 2587765B
- Authority
- GB
- United Kingdom
- Prior art keywords
- embeddings
- micro services
- auto tuner
- cloud micro
- cloud
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Classifications
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
- G06F11/3409—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
- G06F11/3409—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
- G06F11/3428—Benchmarking
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/50—Network service management, e.g. ensuring proper service fulfilment according to agreements
- H04L41/5003—Managing SLA; Interaction between SLA and QoS
- H04L41/5019—Ensuring fulfilment of SLA
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
- H04L67/1001—Protocols in which an application is distributed across nodes in the network for accessing one among a plurality of replicated servers
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
- H04L67/1097—Protocols in which an application is distributed across nodes in the network for distributed storage of data in networks, e.g. transport arrangements for network file system [NFS], storage area networks [SAN] or network attached storage [NAS]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2201/00—Indexing scheme relating to error detection, to error correction, and to monitoring
- G06F2201/81—Threshold
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/51—Discovery or management thereof, e.g. service location protocol [SLP] or web services
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- General Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- Computer Hardware Design (AREA)
- Quality & Reliability (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Artificial Intelligence (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Debugging And Monitoring (AREA)
- Stored Programmes (AREA)
- Combined Controls Of Internal Combustion Engines (AREA)
- Feedback Control In General (AREA)
- Computer And Data Communications (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/159,597 US10673708B2 (en) | 2018-10-12 | 2018-10-12 | Auto tuner for cloud micro services embeddings |
| PCT/IB2019/058416 WO2020075017A1 (en) | 2018-10-12 | 2019-10-03 | Auto tuner for cloud micro services embeddings |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| GB202101375D0 GB202101375D0 (en) | 2021-03-17 |
| GB2587765A GB2587765A (en) | 2021-04-07 |
| GB2587765B true GB2587765B (en) | 2021-08-25 |
Family
ID=70160625
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| GB2101375.0A Active GB2587765B (en) | 2018-10-12 | 2019-10-03 | Auto tuner for cloud micro services embeddings |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US10673708B2 (en) |
| JP (1) | JP7355404B2 (en) |
| CN (1) | CN112567688B (en) |
| DE (1) | DE112019003405T5 (en) |
| GB (1) | GB2587765B (en) |
| WO (1) | WO2020075017A1 (en) |
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| WO2011069234A1 (en) * | 2009-12-10 | 2011-06-16 | Royal Bank Of Canada | Synchronized processing of data by networked computing resources |
| CN106533804A (en) * | 2016-12-22 | 2017-03-22 | 成都西加云杉科技有限公司 | Network operation support system |
| US11182689B2 (en) * | 2018-03-28 | 2021-11-23 | International Business Machines Corporation | Adaptive learning rate schedule in distributed stochastic gradient descent |
| US11249803B2 (en) * | 2019-03-11 | 2022-02-15 | Nec Corporation | Usecase specification and runtime execution |
| US11570271B2 (en) * | 2019-04-10 | 2023-01-31 | Cisco Technology, Inc. | Differentiated smart sidecars in a service mesh |
| US11388273B2 (en) * | 2019-05-05 | 2022-07-12 | International Business Machines Corporation | Achieving atomicity in a chain of microservices |
| CN112291178B (en) * | 2019-07-22 | 2024-03-22 | 京东方科技集团股份有限公司 | A service providing method, device and electronic equipment |
| US11159990B2 (en) * | 2019-10-29 | 2021-10-26 | At&T Intellectual Property I, L.P. | Microservices coordinator for 5G or other next generation network |
| US11038763B1 (en) | 2019-12-02 | 2021-06-15 | At&T Intellectual Property I, L.P. | Intelligent policy control engine for 5G or other next generation network |
| US11337108B2 (en) * | 2020-02-19 | 2022-05-17 | Verizon Patent And Licensing Inc. | Uplink congestion control based on SIP messaging |
| US11488064B2 (en) * | 2020-03-30 | 2022-11-01 | International Business Machines Corporation | Machine learning model for micro-service compliance requirements |
| US11237806B2 (en) * | 2020-04-30 | 2022-02-01 | International Business Machines Corporation | Multi objective optimization of applications |
| US11288109B2 (en) * | 2020-06-11 | 2022-03-29 | International Business Machines Corporation | Determination of timeout value of an application service in a microservice architecture |
| US11461162B2 (en) | 2020-07-06 | 2022-10-04 | Ringcentral, Inc. | Maze-driven self-diagnostics using reinforcement learning |
| US11178034B1 (en) * | 2020-07-30 | 2021-11-16 | Bank Of America Corporation | Resilient network framework for mitigating predicted response time delays |
| US12127056B2 (en) | 2020-10-19 | 2024-10-22 | T-Mobile Usa, Inc. | Machine-learning frequency layer management and handover parameter tuning |
| US12056584B2 (en) | 2020-11-16 | 2024-08-06 | International Business Machines Corporation | Online machine learning with immediate rewards when real rewards are delayed |
| US11223522B1 (en) * | 2021-01-15 | 2022-01-11 | Dell Products L.P. | Context-based intelligent re-initiation of microservices |
| US20220385552A1 (en) * | 2021-05-27 | 2022-12-01 | At&T Intellectual Property I, L.P. | Record and replay network traffic |
| EP4360293A4 (en) * | 2021-06-21 | 2024-10-23 | Telefonaktiebolaget LM Ericsson (publ) | METHOD AND SYSTEM FOR CONSISTENCE BASED ON PROBABILISTIC ESTIMATION OF ERROR |
| CN113360321B (en) * | 2021-06-23 | 2023-02-07 | 平安普惠企业管理有限公司 | Micro-service retry calling method and device, electronic equipment and storage medium |
| US12118405B2 (en) * | 2021-07-30 | 2024-10-15 | International Business Machines Corporation | Edge function-guided artificial intelligence request routing |
| US11968231B2 (en) * | 2021-08-04 | 2024-04-23 | International Business Machines Corporation | Intelligent request routing within service mesh |
| US12164676B2 (en) | 2021-09-22 | 2024-12-10 | Ridgeline, Inc. | Enabling an action based on a permission identifier for real-time identity resolution in a distributed system |
| US20230106474A1 (en) * | 2021-09-24 | 2023-04-06 | Nutanix, Inc. | Data-driven evaluation of training action space for reinforcement learning |
| US11522949B1 (en) * | 2021-11-19 | 2022-12-06 | Jpmorgan Chase Bank, N.A. | Systems and methods for cloud-based hybrid service meshes in microservice architectures |
| JP7661205B2 (en) * | 2021-11-26 | 2025-04-14 | トヨタ自動車株式会社 | Information processing device and information processing method |
| US11782775B2 (en) | 2022-02-15 | 2023-10-10 | International Business Machines Corporation | Dynamic management of network policies between microservices within a service mesh |
| US11563636B1 (en) | 2022-02-15 | 2023-01-24 | International Business Machines Corporation | Dynamic management of network policies between microservices within a service mesh |
| US12184509B2 (en) * | 2022-05-16 | 2024-12-31 | T-Mobile Usa, Inc. | Machine learning monitoring of wireless network infrastructure application servers |
| US20230396686A1 (en) * | 2022-06-06 | 2023-12-07 | International Business Machines Corporation | Configurable and adaptive resiliency in microservice architectures |
| CN115250230A (en) * | 2022-07-22 | 2022-10-28 | 中国电信股份有限公司 | Microservice-based network element timer management method, system and related equipment |
| US12474996B2 (en) | 2022-10-03 | 2025-11-18 | Dell Products L.P. | Systems and methods for consistency group based self healing |
| US20240176674A1 (en) * | 2022-11-30 | 2024-05-30 | Maplebear Inc. (Dba Instacart) | Hypertuning a machine learning model microservices configuration to optimize latency |
| CN115941504B (en) * | 2022-12-08 | 2024-03-22 | 哈尔滨工业大学 | Modeling and simulation method for operation and treatment of micro-service system |
| US12445529B2 (en) | 2022-12-30 | 2025-10-14 | Nutanix, Inc. | Microservice admission control based on learned demand predictions |
| US12117936B1 (en) | 2023-03-27 | 2024-10-15 | International Business Machines Corporation | Prefetch of microservices for incoming requests |
| CN117041330B (en) * | 2023-10-10 | 2023-12-15 | 三峡高科信息技术有限责任公司 | Edge micro-service fine granularity deployment method and system based on reinforcement learning |
| CN117648123B (en) * | 2024-01-30 | 2024-06-11 | 中国人民解放军国防科技大学 | A microservice rapid integration method, system, device and storage medium |
| CN117692503B (en) * | 2024-02-04 | 2024-04-26 | 国网湖北省电力有限公司信息通信公司 | Joint optimization method and system for dynamic microservice graph deployment and probabilistic request routing |
| US12524525B1 (en) | 2024-06-21 | 2026-01-13 | Bank Of America Corporation | System and method for securing software application based microservices architectures |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20170187785A1 (en) * | 2015-12-23 | 2017-06-29 | Hewlett Packard Enterprise Development Lp | Microservice with decoupled user interface |
| US20180034833A1 (en) * | 2016-07-29 | 2018-02-01 | ShieldX Networks, Inc. | Channel Data Encapsulation System and Method for Use with Client-Server Data Channels |
| WO2018049872A1 (en) * | 2016-09-19 | 2018-03-22 | 华为技术有限公司 | Microservice configuration apparatus and method |
| CN108021447A (en) * | 2017-11-28 | 2018-05-11 | 象翌微链科技发展有限公司 | A kind of method and system that optimal resource policy is determined based on distributed data |
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| US9842045B2 (en) | 2016-02-19 | 2017-12-12 | International Business Machines Corporation | Failure recovery testing framework for microservice-based applications |
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| US10389602B2 (en) * | 2016-12-05 | 2019-08-20 | General Electric Company | Automated feature deployment for active analytics microservices |
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| US10523507B2 (en) * | 2017-05-11 | 2019-12-31 | Nirmata, Inc. | Method and system for tuning performance of microservices-based applications |
-
2018
- 2018-10-12 US US16/159,597 patent/US10673708B2/en active Active
-
2019
- 2019-10-03 DE DE112019003405.7T patent/DE112019003405T5/en active Pending
- 2019-10-03 CN CN201980052545.8A patent/CN112567688B/en active Active
- 2019-10-03 GB GB2101375.0A patent/GB2587765B/en active Active
- 2019-10-03 JP JP2021518112A patent/JP7355404B2/en active Active
- 2019-10-03 WO PCT/IB2019/058416 patent/WO2020075017A1/en not_active Ceased
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20170187785A1 (en) * | 2015-12-23 | 2017-06-29 | Hewlett Packard Enterprise Development Lp | Microservice with decoupled user interface |
| US20180034833A1 (en) * | 2016-07-29 | 2018-02-01 | ShieldX Networks, Inc. | Channel Data Encapsulation System and Method for Use with Client-Server Data Channels |
| WO2018049872A1 (en) * | 2016-09-19 | 2018-03-22 | 华为技术有限公司 | Microservice configuration apparatus and method |
| CN108021447A (en) * | 2017-11-28 | 2018-05-11 | 象翌微链科技发展有限公司 | A kind of method and system that optimal resource policy is determined based on distributed data |
Also Published As
| Publication number | Publication date |
|---|---|
| DE112019003405T5 (en) | 2021-04-22 |
| GB2587765A (en) | 2021-04-07 |
| CN112567688A (en) | 2021-03-26 |
| JP7355404B2 (en) | 2023-10-03 |
| JP2022504087A (en) | 2022-01-13 |
| GB202101375D0 (en) | 2021-03-17 |
| CN112567688B (en) | 2023-04-28 |
| WO2020075017A1 (en) | 2020-04-16 |
| US20200120000A1 (en) | 2020-04-16 |
| US10673708B2 (en) | 2020-06-02 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| 746 | Register noted 'licences of right' (sect. 46/1977) |
Effective date: 20210916 |